{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "a86eed0e",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2564e7d7",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 1、对男1000米跑、男引体进行等宽分箱操作，分成3份，并使用饼图绘制百分比"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "40b3441c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>班级</th>\n",
       "      <th>性别</th>\n",
       "      <th>男1000米跑</th>\n",
       "      <th>男1000米跑分数</th>\n",
       "      <th>男50米跑</th>\n",
       "      <th>男50米跑分数</th>\n",
       "      <th>男跳远</th>\n",
       "      <th>男跳远分数</th>\n",
       "      <th>男体前屈</th>\n",
       "      <th>男体前屈分数</th>\n",
       "      <th>男引体</th>\n",
       "      <th>男引体分数</th>\n",
       "      <th>男肺活量</th>\n",
       "      <th>男肺活量分数</th>\n",
       "      <th>身高</th>\n",
       "      <th>体重</th>\n",
       "      <th>BMI</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.13</td>\n",
       "      <td>72</td>\n",
       "      <td>8.88</td>\n",
       "      <td>66</td>\n",
       "      <td>195</td>\n",
       "      <td>60</td>\n",
       "      <td>12</td>\n",
       "      <td>74</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2785</td>\n",
       "      <td>62</td>\n",
       "      <td>170</td>\n",
       "      <td>72.599998</td>\n",
       "      <td>25.120001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.16</td>\n",
       "      <td>70</td>\n",
       "      <td>7.70</td>\n",
       "      <td>78</td>\n",
       "      <td>225</td>\n",
       "      <td>74</td>\n",
       "      <td>11</td>\n",
       "      <td>74</td>\n",
       "      <td>7</td>\n",
       "      <td>60</td>\n",
       "      <td>3133</td>\n",
       "      <td>68</td>\n",
       "      <td>174</td>\n",
       "      <td>52.700001</td>\n",
       "      <td>17.410000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.09</td>\n",
       "      <td>74</td>\n",
       "      <td>8.45</td>\n",
       "      <td>70</td>\n",
       "      <td>218</td>\n",
       "      <td>70</td>\n",
       "      <td>14</td>\n",
       "      <td>78</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3901</td>\n",
       "      <td>80</td>\n",
       "      <td>169</td>\n",
       "      <td>46.500000</td>\n",
       "      <td>16.280001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.21</td>\n",
       "      <td>68</td>\n",
       "      <td>8.05</td>\n",
       "      <td>74</td>\n",
       "      <td>206</td>\n",
       "      <td>64</td>\n",
       "      <td>13</td>\n",
       "      <td>76</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4946</td>\n",
       "      <td>100</td>\n",
       "      <td>183</td>\n",
       "      <td>79.699997</td>\n",
       "      <td>23.799999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.44</td>\n",
       "      <td>85</td>\n",
       "      <td>7.52</td>\n",
       "      <td>78</td>\n",
       "      <td>210</td>\n",
       "      <td>66</td>\n",
       "      <td>13</td>\n",
       "      <td>76</td>\n",
       "      <td>9</td>\n",
       "      <td>68</td>\n",
       "      <td>3538</td>\n",
       "      <td>74</td>\n",
       "      <td>171</td>\n",
       "      <td>54.700001</td>\n",
       "      <td>18.709999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>472</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.23</td>\n",
       "      <td>68</td>\n",
       "      <td>8.27</td>\n",
       "      <td>72</td>\n",
       "      <td>208</td>\n",
       "      <td>66</td>\n",
       "      <td>10</td>\n",
       "      <td>72</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4647</td>\n",
       "      <td>100</td>\n",
       "      <td>176</td>\n",
       "      <td>69.500000</td>\n",
       "      <td>22.440001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>473</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>5.19</td>\n",
       "      <td>40</td>\n",
       "      <td>9.55</td>\n",
       "      <td>50</td>\n",
       "      <td>210</td>\n",
       "      <td>66</td>\n",
       "      <td>15</td>\n",
       "      <td>80</td>\n",
       "      <td>6</td>\n",
       "      <td>50</td>\n",
       "      <td>7042</td>\n",
       "      <td>100</td>\n",
       "      <td>177</td>\n",
       "      <td>76.000000</td>\n",
       "      <td>24.260000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>474</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.25</td>\n",
       "      <td>100</td>\n",
       "      <td>7.50</td>\n",
       "      <td>80</td>\n",
       "      <td>252</td>\n",
       "      <td>90</td>\n",
       "      <td>13</td>\n",
       "      <td>76</td>\n",
       "      <td>13</td>\n",
       "      <td>85</td>\n",
       "      <td>5755</td>\n",
       "      <td>100</td>\n",
       "      <td>181</td>\n",
       "      <td>65.000000</td>\n",
       "      <td>19.840000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>475</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.39</td>\n",
       "      <td>62</td>\n",
       "      <td>7.81</td>\n",
       "      <td>76</td>\n",
       "      <td>208</td>\n",
       "      <td>66</td>\n",
       "      <td>14</td>\n",
       "      <td>78</td>\n",
       "      <td>11</td>\n",
       "      <td>76</td>\n",
       "      <td>5688</td>\n",
       "      <td>100</td>\n",
       "      <td>172</td>\n",
       "      <td>51.700001</td>\n",
       "      <td>17.480000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>476</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>477 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     班级 性别  男1000米跑  男1000米跑分数  男50米跑  男50米跑分数  男跳远  男跳远分数  男体前屈  男体前屈分数  男引体  \\\n",
       "0     1  男     4.13         72   8.88       66  195     60    12      74    1   \n",
       "1     1  男     4.16         70   7.70       78  225     74    11      74    7   \n",
       "2     1  男     4.09         74   8.45       70  218     70    14      78    1   \n",
       "3     1  男     4.21         68   8.05       74  206     64    13      76    1   \n",
       "4     1  男     3.44         85   7.52       78  210     66    13      76    9   \n",
       "..   .. ..      ...        ...    ...      ...  ...    ...   ...     ...  ...   \n",
       "472  17  男     4.23         68   8.27       72  208     66    10      72    0   \n",
       "473  17  男     5.19         40   9.55       50  210     66    15      80    6   \n",
       "474  17  男     3.25        100   7.50       80  252     90    13      76   13   \n",
       "475  17  男     4.39         62   7.81       76  208     66    14      78   11   \n",
       "476  17  男     0.00          0   0.00        0    0      0     0       0    0   \n",
       "\n",
       "     男引体分数  男肺活量  男肺活量分数   身高         体重        BMI  \n",
       "0        0  2785      62  170  72.599998  25.120001  \n",
       "1       60  3133      68  174  52.700001  17.410000  \n",
       "2        0  3901      80  169  46.500000  16.280001  \n",
       "3        0  4946     100  183  79.699997  23.799999  \n",
       "4       68  3538      74  171  54.700001  18.709999  \n",
       "..     ...   ...     ...  ...        ...        ...  \n",
       "472      0  4647     100  176  69.500000  22.440001  \n",
       "473     50  7042     100  177  76.000000  24.260000  \n",
       "474     85  5755     100  181  65.000000  19.840000  \n",
       "475     76  5688     100  172  51.700001  17.480000  \n",
       "476      0     0       0    0   0.000000   0.000000  \n",
       "\n",
       "[477 rows x 17 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "exam_man = pd.read_excel('./体测分数_男生.xls')\n",
    "exam_man"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "1e0b8a8e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(7.667, 15.333]    230\n",
       "(-0.023, 7.667]    227\n",
       "(15.333, 23.0]      20\n",
       "Name: 男引体, dtype: int64"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "manYinTi = pd.cut(exam_man['男引体'],bins=3).value_counts()\n",
    "manYinTi"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "cccb66ec",
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, '    男引体个数分布情况    ')"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "labels=['7-15个','0-7个','15-23个']\n",
    "plt.figure(figsize=(9,9))\n",
    "_ = plt.pie(manYinTi,\n",
    "            labels = labels,\n",
    "            textprops={'family':'Songti SC',\n",
    "                       'fontsize':18},\n",
    "            autopct='%0.2F%%')\n",
    "plt.rcParams['font.family'] = 'Songti SC'\n",
    "plt.rcParams['font.size'] = 18\n",
    "plt.title(label='    男引体个数分布情况    ',\n",
    "          fontsize = 30,\n",
    "          backgroundcolor = '#c5b783',\n",
    "          color = 'white',\n",
    "          weight = 'bold',\n",
    "          pad = 30)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "e48ed7e7",
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, '    男1000米跑分布情况    ')"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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jMhQUMmTYyM4t6DI4tL2tuccx7e1d78vJn0JTQwXpcStaRtp6/2MdaW/Gk5bdeV55yXqy8wrjzuv5fB3nxT9fB4/X77zb7/ZiXLzlSeDJXq8Vb9K0FWx64y9dWj+ycicxeYYzxiArZyLLTrmNLWvv7TGQsXz/OmrK36WluY5w5S5mzD+XgmkrSM/MY9K0FZTuft1pxTAeyva+1blOQm31Ht595yGALuNx6sP7yR17aB2LgVoxZs4/j6zcSbS1NrB5zd8SXitl6qzTqA+XcGDvWxROP67z/vxxM8gfN4O21kbClbuoqSymfP+6XgNHVs5Elp58CybWZRSu2kPZvrWkpecCzsDMeH5/ZudjBTOOJyt3IgCTpi5nfMFC9m5/npLiV7uck56Zz5wlKzu/7q69rZnirU+z9OSbOfWiLw34fffWXdL5vY8PMHfp5Wx9+/5eHzfGw+TASTTUlnUuLma6dW11TpHt/QJdb2p2igwh/balnEN/cAZj4GeiM0YS4Y8FgA69vcB07z5IS8/Bn5bT5b5oH0320bhz09Jz8HrT8PrS4s7r/R109/M6TJi8hLlLL+97emW3NRHizV16OWC6tKTE67im15vG3KWX89bz/9fl8e4rRcb/rCpKNmCMh/EFC9n4xt0JrwbZsXAX0O+eKuMKFjBl1ik0N1azac1fEl45dOyk+cxccB7WWkp3v945PiOePy2LnPypVJRu7LNFw2mJOfR7nDd2GktPvrnzdvdxEdPnncWU2ace+t7aW/DGWqa8vjQCCy+gPlzSZfGuwMKLSMtwgkn3cTaHWLauva/zmomMYXFCceVhLYY1aeoxpGfkUb5/fed98UHBWsuODY90WVclb1yAtPQcmhsqyR8fIH/8bNrbnD1UWpsHbnESGSwKGSnGE7eeQFtLA288++PO2z5/FnOWXkZrcy1NDVU01pdTHy7pMhjS58/guLM+QTTaTnNjNdUHtw1abR1/+Dv0GjK63ef1pXcJCrGDen+CuPud89K7Pd77i1r8c8af0zENsa9ugsDCi5gS6H3p9u0bHiZ/XIB9O15MYInqrnz+LKYETqK5qYaG2gM01B7o8T17fRls3/BwwguCgRNoOvR1Xu6Y6cxbfgWVB7b0GHeQKGMMUwInE64sprxkPROnLOt8rKWplvWv/rbPrqucvMnMXfaeLveVl2xk+/qHOm+PL1zMghVXdd7euenxLgN241dFBdi348Ueq4PGh5gD/Szs1dbagD89hxPP/xy1VbupKN3Y56Zl2XmFLD35FiLtzRRveSque6dvXl9656Jh8V0l7e1NvPPKb4m0t3DsmR9l7rLLCSy6kNqq3ezY+Aj54wNMn3MG4ATWnZsfo2zvWwM+n8hgU8hIMS3NdVSX76C1ubbHYLu0jFzGF3TdZGrXlicpLX6t83Z7WzOvP/0DwBl4N5gbLXWfZdBbK0D3+yKRFiLd/6D3Nb0v7oUj0t7a4916X60O8fd3fwfaV8AwxsPE2KDIvtRW72XWoovY/Obf+j2uO4/Xx7TYCwg464B0F2lvPryFvIzpEtZ6a8nIHz+L2YsvYceGh6ko3UhaRh7trY1Eo+14PD5Ouaio89i21gbefO5/ury7HzNhDotP+GDc9QLs3vYs29c/zKzFF+P1+ine8mSfASMrZxKLTrge06P17OgWLGvqJeTt2PhIbB2Mg9RU7GDStBV9nm+jEbxeP2MnzmXsxLnM4339Pp8nLZt5y9/HhMlL2b7+H33uzJqRNZY5Sy8nLSOXaDRCfW3crClrqQ+XkJZxqJvQ50snEmmjraUBGzn0czceD2X71vZbk0iyKGSkmP07X2I/ve/+mZbetbuiPlzaJWDEK5h+HLMXX8LB/e+we+sztLcd/Zbvrd3+2Hp66Tvu/gLT2tLQ4490X1048fe3tdYTaXcCSkfzem/P1/O8xLbqHjNhDv64n2dj3UGycid1OSZcWczcpSspmH7cYb3L7B4eyvauZdaii7vcN++YK8jIHMu2dx5I6Joejw+/P6vzdvdxLT5/Jtm5Bax7+TedYTB+8zFPty6K2uq9PboPuoe4itKNnTMyaqt3M3bivD6XMs8bF2DBMVdSVbaF8tKNLD3pxoS+ryPV1lJPya5XEjq2+79H/MDbeOmZ+Rx/9ie73Pb60nr8ThVMP45ps0/vMhakqaGy15lG3X/Xw5XFgMUeZfASGSwKGSnAxGZUDNR03n1MRH8LN02eeRLGeCiYtoJxk+azff0/j2gaYrzG2jJsNNo568GXltnjmO6D+urDpbS11NPaXNfZh+5Py+pxHjhdCPHnATTUHuhcEbO35+vrvIHET8VtqCujfP87BBZe2OWYlqZqGusOMmvhRTTVVyS+BXq3rpHuL3J5Y6czdpKzYdnyU26nLu7fceKUZV26JwBammtpb2vu/PkBtHVbhKu9ranH4Mh4HbM8OjTWHexxTPzS39B1X5zmxupeX5gBJgdOZnzBQjavXU19zX6y4pYwH44S/R2pOri11/EsZXvfoqpsK0tPvrlzY7u+wm33n3tny+LhTewSSRqFjBTg82dy3Jkfcwb29ffHp9so9IJpx1Ew7bgBj/WnZbHw2Pez5l8/Oaruk2i0nbqafZ27dXbMCIjniwsQkfZW6mv2AVBTWcykqcv6PM/rS+9812et7dykK1xZ3BkyejsPuoaWgZaCBsjKLWBcwfzO27s2P0l2t1aMDgf2rWX2ootZeNwHep1FciQyssdRXb7j0O2ssZ1fl5es75xdMmHyEhrrymmsdwJBVs7EzuNamxPfJAzoElDACW/ddX9BTGQRrgmTl9DcUHXEi2m5YelJie2b0p+21gZKil9jzpLLAIhGeh9Umh7XXQI912kRcZtCRgpoa6nn7Rd/0WNBoe4WHHtN55gMG42y5rn/7rN/fNEJH+xcPhtg2zsPDsr4jIP713WGjPgXvQ7xL5iVBzZ3Nskf3L+uM2RkxlYM7eu82qrdnWMpDu5/h2lzzsAY0+t5Pn8mPr/TktHcWJ1Qa0Ng4QWdXQOlu9+gtqq4z5BRvv8dZs47F58/g8XHf5DirU/1O9AwEQf3reuyq+eM+ecybfbpPY6rKN3Y+XXhjOO7NM93BI9ExW8lD1AXC3/x/N1CRnsfU437qnGk6Gu/mu7dJQOJ/7/n6z5IOSYt7t8sGm3vdXxJX/LGzki89UzkCGlt2hQxUMCArhtphat29xkwoOu7/mg0MuBy24kqL1nfufhUR9iIl5M/ufM54xdBqq0q7tzdNSd/co8xAvHrW8Rvk93SVN05yj89I69LGIl/PnAWfBrI2IlzO6el1lTsZFe3zdi6i7S3sH+nEwg8Xh+zF1/CkpNu6rJ+RzL403MonHkiy065lZPO/xyzFx/aV8baKHU1+/B40/q5Qle5Y6Z1fl0fLu31d8fXrRsrkd/JVBb/u+hPz+n1mPjdbxvrDia8AJ7Hm9bl30wkWRQyBHA2goofk9FX/3iH+Gba+AGAfem+eFBfrI2yY0OIaDRCekYeYyfOPXQN42FCoTNjY+/253v0Z+/c+Ajtbc14PL4uYyKAznEIB/a+1aNLYvfWpzpbNgqmH9fredXlOygv6X+rbp8/o3MAZmPdQWdxpQT+6O/f9XKXxazyx81k+al3sPC4a8kbFxjw/CPR1lLPgd1vsG3dg0Tau47VKd39Bnljpie8CZcx3s5N2KDv1ofuTfuJrBCaDD1npwxPuflTO7/OyBzTa90dm+sBHExgSmyHsRPmDLgEvMhgUHeJAPTYUKq/QZz+9JzOLgRgwF1D/ek5jIubGpuVM5GsnIl9rhLprEr5IHOXvZc5S1ayfcPDtLXUM3XO6WRkjaF09xtd9omIr2PLW6tZcOw1zJx/Lm2tjTTVl1Mw/Tjyxk6n8sBmdm16rMd5ba2NbHrzryw6/jqmzDyZlsYawtW7GT9pIROnLKO2ag/b1v293+8RDPOPuYqMrLHUVu9l85v3JLzgkrVR3l33IEtOvrmzWdwYw7hJ8xg3aR7NjTWUl26gZOfL/S6S1cGfnsOYCXNIz8wnLSOPzKy+N2lraaph344XmLX4YpoaKjmw503K9r7FohM+yIG9byZU/4QpSzoXKWtraaBs39u9HpeeOabHcw+F7LwC0tJzMMZDWkYO4woWdD1gkAdJDsaYDOjakmc8HjKzxnX5P5M7ZnpnF1dzU81hzVAaX7iIhriND0WSRSFDmDrr1M6uktaWerat63/aY/dVKnubSQCQO3Y6i467tksgAWcg5Yoz7iTS3srurU/3+mJWeWAzjXXlTJtzBnOXvQeP109jbRlb3rqXqoNb+6ytY2O2abNPJ7DgAnz+DJoaKti+/p89VsmM11RfwTsv/4aps05lyqxTmLnwAloaqyne8iSlu98YcM2JmQvOY8yE2VQe2My2dx7sc2OzvjTUOd/b4hOu6zGVtj5cQmXpps6A0X0WzNxl7yV/fKDz9pTASRRMW8HB/esoKX6ty8JTvSnbt7bLOgrZeYW9jofpjfF4mTrr0Gqau7Y82WUZ9rgju1wz0t5yxC0Zh7vKbH3NfhrrK5gx/xwmFC7u8Xhfe5ccqcEYk5GeOabHLKm0jNwuIWPG/HMAp+tw+zv/6Pd3zmCwsTSVnpHPuIL5RKOJL9QmcqQUMlJcwbRjmTH/PACaGqrY/OZf++3+yMqdxPS4nS8B6nrZWh2grnpv58JdR6KpoYJ333nwsM9rba6NLVDVc5Gq/rS3NbF72zPs3vbMYZ03dfbpFEw/jh0bHzmqVRVrq4rZuvY+5h9zVefCWLu3Pdul1WbZKbf26EufFLcDbWtLPQd2r+HA3jW97v3S11og8abNPh1/WjZeb9qALSezF13SGR7273qFitINvR43aeryLot91dce+bvo7uNtbAJdUs2NVWx7+wGyTp/YuXcJOANUO2YaDSfdB8mCM9W4w/S5Z5E/bqYTMNb/s5cBnF1/JmMnzaOmYhfpGbnO5mweH+MmLSA943mNjZGkUshIUR6Pj8DCCymccTzWRjmwdy3FW57qMa0wd8w0Jk09hjET5+DzZ/bYFyIajVA7DP9IDw3D7MWXkJ41hnUv/WpQmv+ry7ez/rU/MP+YK2mqL+/RLVRbtafXAXtNDVWU7HqFg/vf6dHXHv8inDtmGhlZ43qZ6mhIz8xn8swTO/cTCSy8kB0bH6Gv/oSps06jYPqxWBtl7/YX2BcbUJuTP4WJU5biS8sGGyUtI7/LoGLn+zjyqbodQam1uY5w1W5nN9SEWMpLNzAt83Qa6w9SeWAzpXvWJDRupr/xKcYkNt4oPaPbRmv9PG9jfTnNTTVkxLqYDu5fT1N9BQBTAqcwfe5ZsVbHB3v9/9d9H56Fx76/xzE+fwZLT76Zd175bcKLzIkcLoWMFDRh8lJmzj8Xf3oOFaWb2Lvj+c4/YN3V1eyjrmYfmdnjWXryzT1CRnX5u72+Yx7tjPEyJXAyVQe3UlOxM4HjE3shAmisK+PtF39Bb2Nlqyt2dBk/01BXxr4dL/U7u6c97gUkLSOX4876GNZGiUbasNZijAeP19+jxoLpx9LSXNsZHjp4PD5mLbqYgunHUlezj12bn6A+rjWrPlxCfbiEiVOWMXfpe3oswmWj0T5bPBIRrizm9ad/SHu3BcM6dP8+4gPC/p0v9TqeZyD9DVzua1dTY7yMK1jA+IIFZOcV9pi5FGnvu5UoGm1n3Uu/Im/sdNpam6gP78cYDzMXnMfkmSdRtnctxVuf7qNrClqbBh6MDR3jqzIVMiRpFDJShNebxsSpyymccQLRSBsH9rzJwZJ3El7boqmhkv07XyGw8ILO+1qaaine8nSySh7WrI10WYtiID1mBgz45tn2ekxt9R7aWhtpa21k77vPUVm2ZcDnrq7YwcxopMtYBmM8PTeI6yYajfRY9TVv7AxmL7mMlqYwm9b8pd+AVV6ynrxxMymI2/fDWkvx1qcGHCzcH2sjfQYM6NmdMtD3mZD4oGS7P9T9z6hzgLXO1O7KA5sJLLyAKYGTDx0RjQ64sFukvaVzU7SsnEnMXnIpzY01vP3iL2lq6P1NQYeayp20NIV73abeqc3Z+2T3tmcGvJbI0VDIGOXyxs0kf/ws/P5M6sMlbHzjz0e8aFZF6UbGFy4iGmmjunw7B/a+ldCqjeKwNkprcx3V5du77Kh5mBdh0xt301Cf+JoIzoqZf6RwxnFk503Gn5bVuQJqx7v8aDRCNNJGe3szrc11NNSWcXDf2s4ZCF5femwpecPmN/+WcNdQ9cF3mTh5Ke1tTdTV7Kd09+tJXwDK4/XT2lJPY305NeU7qDzQ+34oh3VN46G9rYmG2rIeA5WNMTQ1VNHaXEt9uKSX1U4te7c/z4TJS7DRCDWVuyjb8yb1tQMvP+7x+Jgy6xTAsG3dAwlNFwcnoKx94WfkjpkW20PHYK3zb9zW1kRzQ1W/QU1ksJhEBk3J4Xn5sW/rhyoicphOu+SrifcryoigxbhEREQkKRQyREREJCkUMkRERCQpFDKSQ+v1iogcHv3dHIU08FNERESSQi0ZIiIikhQKGSIiIpIUChkiIiKSFAoZIiIikhQKGSIiIpIUChkiIiKSFAoZIiIikhQKGSIiIpIUChkiIiKSFAoZIiIikhQKGSIiIpIUChkiIiKSFAoZIiIikhQKGSIiIpIUChkiIiKSFAoZIiIikhQKGSIiIpIUChkiIiKSFAoZIiIikhQKGSIiIpIUChkiIiKSFAoZIiIikhQKGSIiIpIUChkiIiKSFAoZIiIikhQKGSIiIpIUChkiIiKSFAoZIiIikhQKGSIiIpIUChkiIiKSFAoZIiIikhQKGSIiIpIUChkiIiKSFAoZIiIikhQKGSIiIpIUChkiIiKSFAoZIiIikhQKGSIiIpIUChkiIiKSFAoZIiIikhQKGSIiIpIUChkiIiKSFAoZIiIikhQKGSKDyBjjMcYYt+sQERkOFDIk5RhjpsUHAWPMr4wxTxpjMhI49w/GmB8bY64yxnh7OeRsoNUYs8MYM28w6xYRGWkUMqRfxphcY8yHjTEn93NMujHmN8YY32Fe22+MCRpj5h59pYflcWCrMeZ2Y4wH2AX8y1rb3N9JsWDyAeDTwK1Ab6GkDfAB6dbadwezaBGRkUYhI0UYY640xmwwxjQZYzYaYy4b4HivMebzwDtAs7X2tbjHzjHG2I4PoBm41lrbPsA1A93OawW+AdQk+D1MMMbsNcacE7udHn+9bh8b+7jGXGAxMA8nMEwGngFOS6CEyTjBwgKfAy4xxnw2FlRERKSbw3rnKSNTrBXiTOBm4Djg58BvgcI+js8A7gWOB86x1m7r5bAKoCHudlmC5dQA4W73db/dW00G+BMwLe7uAqAdaOl2eBbO99ibD8Y+7wKutNY2GWNKgGXGmPOttU/3U8Yxsc/1wFeAa4Bs4GxjTBB4u5e67wN2AF+31navU0RkVFPISA3Z1trPxr5+yxhzF06zfl/+H3A5cHYfAQPgFmvtI0dQy1estT89gvO+BJzV7b4C4CJr7bMddxhjxuMEiLu7X8AYkwl8Mnbz36y1TQDWWmuM+RVwtzHmDGvt9j5qOCH2+WJr7Ss4XSYYY74KvAW8C3ScO9YY83vgXOBq4NRe6hcRGdXUzJsCrLXPdHxtjJkFpAM39nasMeY44CPAU9ba5/u5bM0RlnPY5xljzsPp3ngj/n5r7RvxASPmOuBpa21VL5f6CDAR+Im19uFuj/0vTuh+2RhzUR+lXAjcZ619xRiTb4z5qzFmatzjfwG+E/u62lp7K7A+dvvRvr9DEZHRSSEjhRhj5gOP4Ax87Gv8xJ2xz383xvzNGLPOGPPrWAtBvO8ZY2qMMfXGmIdj4SURnzLGlMfGhjxvjDl2gJqnAF8DPpHg9W/BebHvfp0JwNeBh4HPdn88Fko+hxNCHjfGPGCMObtjvIUxZhzOuI0sY8zPcX6O1wEv0PsA0O7qEqxfRGTUUMhIEcaY83HGYZThvMhuNMYs7+XQs2Of11trrwM+DNyG86Ia7wSgFsgEVgJrjDGTEijlOKAJ8OKME3nVGLO4j5q9wK+BT1hrG3o7ptvx83AGdYa63W+A3wDPAtdYayO9nHsL8HHgodhdVwDPAe8YYybjjGe5Bacr6U5gDM54jIU4A19FRKQbhYzUsdFae4a19hycKZjZwFd7Oa5jYGUFgLX2deA14CRjTMeYhE3AFGvtjNjxrwLjgE8NUEM5MDt23kTgH0AaziDK3vwncI+1tteZIr24FnjYWtvY7f7vAAeAmTitFFWxGSjVxpjnjDHPAUHgROAUDnVtHAQutNaWAnuttXfjzIgBp2ViPk7Xk4iI9EIhI0VYaw/E3fxz7POSfk5pjft6T+zz7Ni1DnaMeYi9AH889nhvLSPxNTRYa/fGvg4Dd+BMB+1xnjFmIvB+4La4ILAi9vB/G2P+u5eneD/OrJj465wNPGKtvdNae2IsZG2OPfxza+05sft+F7vPgzN24xrg47HvD6DdGHMNh1p6xuG07qwBOtb5uAC4K/Z1njFmFbGfGU7LjYhIStHsktTUMbOkspfH9gCLgLy4+zp+T/rqsuh40a4DMMY8DOTEPf4Na+2/up9kra0wxpTTy3gFa205MCf+vljQOBv4tLX2uW6PzcJ5se8ywLK35wXGxj6vjbuvY1xFmbV2H7Cv2zklOIGoY2xKC3B97OuPxD6vxpllcgNQa60tik0fHg/0NhBVRGRUU8hIAcaYOcBOa62N3dUx2PKe2MDGQmttSey+R3FCxiIOrfswHScIvBy73gRrbUXcU3S8k78XwFp7eR91dDnPGDMGmACsirtvqrV2/xF8myuBJ3vpKuleQzqHwsvLcQ9NjH2u6e08a+0bsfM7wlODtXZN7L5ioMhaW2WMOaPbqZcDTdbaaILfh4jIqKHuklHOGLMEZ+2GvxhjfMaYNOCbOE39vwD+B9hvjLkpdsqPccYifCh2/lKcQZ7fstZWx1YKPWiM+bpxeHDGdtxtrX2gnzqWAWXGmJ8bY/yxu78CPA/8X+yYLwD7jDFfO4Jv9UKcmSMDOR1nHMgbsRaLDlNin3cn+oTGmAxjzLVAVR9TZju6iBQwRCQlKWSMfpuB/wLOwWmZ+CdOs/7lsWXAS3BaKSoBYi+8ZwI+Y8xbONNBP2+t/UHsei/hrKZ5F86S44/gTOPsCCl92Rqr4xJgkzHmMZzZKRdbazvGf5ThdMkc6P0SvYsFnTOBpxI4/NOxz90Hvc6Pfe5rIa4Ok2OfZwEbgD0KESIivTOHWtBFRjdjzJ04AelLOK0nc3EGuJ4G/DJ22Huttf/s4/xCYCfOtF2A66y193Q75gyc0FVirZ2KiEgK05gMGfVi62107DVyobX2qbj7V+OsrQFOa073FUQ7WWsPGGMewlmE6/vdA0ZMxyyStEEqX0RkxFJ3iYxqsTEpRcDrwDEdAQMgNnDz2ziLg70EXGqtrR/gkp8HHsBpDemNF2dmSm8BREQkpai7RERERJJCLRkiIiKSFAoZIiIikhQKGSIiIpIUChkiIiKSFAoZIiIikhQKGSIiIpIUChkiIiKSFFrxU2SECRSFDM728blANpAV+8ju9rnjaz8QAdpjn/v6ug1nP5nqbh+1xatWakEdETlsWoxLZJgIFIXSgGk4m7AVxn0u7HZ7EkP7BiEC1NA1eJTh7Fi7J/Z5N7CneNXKpiGsS0SGOYUMkSEUKAp5gTnAgtjH3NjHHGA6h/Y+GakOcih07AZ2ARuB9cWrVla6WZiIDD2FDJEkCRSFCoATgROApcBCYB6pu3laKbC+28em4lUrm12tSkSSRiFDZBAEikLjcMLEiXGftdX7wCLAdpzA8TrORnVriletbHW1KhEZFAoZIocpUBTyACuAc4GTcELFbDdrGmWagTU4geMl4KXiVSur3C1JRI6EQoZIAgJFofnA+cAFwDnAOFcLSi0W2MKh0PFs8aqVu90tSUQSoZAh0otAUWgqTqg4HzgPZ9aHDB9bgceAx4HnNKtFZHhSyBChc+2Jk4GrgPfgDNKUkaEZeA54GHhYrRwiw4dChqSsQFHIB5yNEyyuAKa4WpAMlg3AP4EHi1etfN3tYkRSmUKGpJRAUSgDuJBDLRbj3a1IkmwH8DfgL8WrVm5yuxiRVKOQIaNebAGsS4GbgMuAHHcrEpe8A/wV+FvxqpXFLtcikhIUMmTUChSFFgK344SLQpfLkeHDAq8CfwFWF69aedDlekRGLYUMGVUCRaE84DrgNuAUl8uR4S+CM0PlZ8AjxatWRl2uR2RUUciQES82M+RcnGBxNZDpbkUyQu0Gfgn8pnjVyjK3ixEZDRQyZMQKFIVygTuAT6IVN2XwtAF/B35WvGrlv9wuRmQkU8iQESdQFAoA/4YTMPLcrUZGuU3Az4E/Fq9aGXa7GJGRRiFDRoxAUeg04LM4a1qM9C3RZWRpAH4LfL941cq9bhcjMlIoZMiwFlsw6xrgMzibkYm4qQ24G1hVvGrlVreLERnuFDJkWIotmnUn8DlgusvliHQXBR4AvlO8auVbbhcjMlwpZMiwEigKpQEfAb6ElvmWkeEJ4LvFq1Y+53YhIsONQoYMC4GikB9nIOeXUcuFjEyvAN8uXrXyEbcLERkuFDLEVbExF7cAXwUC7lYjMij+Bfy7NmcTUcgQl8T2E7kR+Bowx+VyRJLhPuDLxatWvut2ISJuUciQIRcoCl0C/AhY5HYtIknWjrOK6De1R4qkIoUMGTKBotB84Mc4O6GKpJJ64IfAD4pXrax3uxiRoaKQIUkXKArlA1/HWf7b73I5Im4qA74J/EKbsUkqUMiQpAkUhTw4M0a+DUxyuRyR4eRN4K7iVSvXuF2ISDIpZEhSBIpCZwL/DzjW7VpEhqko8AucwaE1LtcikhQKGTKoAkWhQpxxF9e5XYvICFEGfL541co/u12IyGBTyJBBEygKfQj4PjDG5VJERqJngY8Vr1q5xe1CRAaLQoYctUBRaB7ONL1zXC5FZKRrBX6As3Jok9vFiBwthQw5YrEFtT4LfAvIcLkckdFkJ3BL8aqVL7pdiMjRUMiQIxIoCi0Cfgec7HYtIqNUFKdV42vFq1a2ul2MyJFQyJDDEmu9+DzOXP90l8sRSQXvADcVr1r5jtuFiBwuhQxJWKAoFAD+CpzicikiqaYVZ0G772sRLxlJFDIkIYGi0AdwBnfmu12LSAp7Cbi5eNXKnW4XIpIIhQzpV6AolAn8BPiQ27WICODsg/K54lUrf+l2ISIDUciQPgWKQkuBe4DFbtciIj08ANxavGplrduFiPTF43YBMjwFikIfBd5AAUNkuLoSWBMoCi1zuxCRvqglQ7oIFIXGAr8GrnK7FhFJSCPOZmt/crsQke4UMqRToCh0AnAfMNPtWkTksP0C+FTxqpUtbhci0kEhQwAIFIWuB36DVu4UGcnWANcUr1q52+1CREAhI+UFikIe4LvAv7tdi4gMiirghuJVKx9zuxARhYwUFigK5QF/AVa6XYuIDKoozp5C3ypetVJ/5MU1ChkpKrZz6kPAIrdrEZGkuQdnmmuz24VIalLISEGBotCFOH98xrpdi4gk3WvA+4pXrSxzuxBJPVonI8UEikKfAR5FAUMkVZwMvK71NMQNaslIEbEBnv8DfMztWkTEFbXA1cWrVj7ldiGSOtSSkQICRaE04G8oYIiksjzgkUBR6Ba3C5HUoZAxygWKQrnAI8D73a5FRFznB34fKAp9w+1CJDWou2QUCxSFJuEEjOPdrkVEhp1fA3cWr1oZdbsQGb0UMkapQFEoADwBzHO5FBEZvv4K3Fy8amW724XI6KSQMQoFikLLgceAyW7XIiLD3gPAdcWrVra6XYiMPhqTMcoEikJnAs+jgCEiibkSeDBQFNK+RTLo1JIxigSKQucD/wQy3a5FREacZ4D3Fq9a2eB2ITJ6KGSMEoGi0LlACAUMETlyLwOXFq9aWet2ITI6KGSMAoGi0Fk4q3hmuV2LiIx4a4CLi1etrHK7EBn5FDJGuEBR6AycgJHjdi0iMmqsB84vXrWy3O1CZGRTyBjBAkWhU4HHgVy3axGRUedt4JziVSvDbhciI5dml4xQgaLQyTjTVBUwRCQZVgAPB4pC6oaVI6aQMQIFikIn4LRg5Lldi4iMamcA9weKQn63C5GRSSFjhAkUhVbgrOSZ73IpIpIaLgH+HNvJWeSw6JdmBAkUhWbi7EUy1u1aRCSlfAD4hdtFyMijkDFCBIpCY3FmkWglTxFxw4cCRaHvu12EjCwKGSNAbLnffwCL3K5FRFLa5wNFoa+4XYSMHJrCOszF+kFXA1e7XYuISMydxatW/tLtImT4U0vG8PcjFDBEZHj5v9heSSL9UkvGMBYoCn0O+IHbdYiI9KIaOKV41cptbhciw5dCxjAVKApdC/wVMG7XIiLSh3dxgob2OZFeKWQMQ4Gi0OnA00C627WIiAzgWZwN1drcLkSGH43JGGYCRaEpwP0oYIjIyHAu8L9uFyHDk0LGMBIoCqXhBIwCt2uR1GLb9SZUjspHAkWhT7tdhAw/ChnDy0+AU9wuQo6ejbRT8+LdtFWXuF0KDZtfoPT3n6Lkt5+gcdvLPR5vrz3I/l/cQWv5bheqk1Hkh4Gi0GVuFyHDi8ZkDBOBotCHgF+5XYccmfZwGft/fkeP+6d98m68WV23mYk0hin9/aeYcPlnyZixvMc5tr2NPT+8stfn8Y+fwZQP/RSA1vJiqp/9LS0lW/H408laeCZjzroZj/9QT1tb5T5KfvMxCm/6AZH6asof/C5TPvQz/GOdhWOtjVL21y9jfOlMen8QYzTOWI5KHXBS8aqVW9wuRIYHtWQMA4Gi0EmoT3PE86Rn482b1OXDk57d5RhrLRUP/4hIXUWf14k0VoPHi/FndPkAQ86xlwLQXldB1ZM/J++E9zHpmq/jGzOZujUPUf1015zasOUFsFG8Wfn4x02BaDuNW17ofLz2tftpq9jDhMs+rYAhgyEXuDdQFMp0uxAZHnxuF5DqAkWhSWig56gw5qybyT1uZb/H1L56Ly37NvR7TKShhoIP/AcZMw+1ckSaatn/8zvIXnwOAHVrH2X8xZ/AP34aAONXfoaSX3yIhk3PMf6ST8Rdq7rza+NLA6C9rhKAlgPbqXnhbiZeUYQ3R3vuyaBZivOmqWfTnqQctWS4KFAU8gH3AtPcrkWOnicju9/Hm3avo62qhLTCef0elz55fpeAAdC4+XkyZh6DNzM3dsy8zoAB4MsZDxwKEp33508CwEaj2Gg0dl8B0bZmKv75A3KWXUDWPA0DkkF3e6AodLPbRYj7FDLc9X3gLLeLkMFRu+Yf7P3J9ez54VUcuPuLtJbt6Hysva6S8Mt/Y9yFdx3Rtes3PN3ZigH0CAatZdsByF7U9dcpe9E5GF8a7VX7aCvfhfGlkb34LKqf+Q1gGXveh46oHpEE/DRQFNKmjilOIcMlgaLQSuDTbtchg6e1bAfGl46NRmnZt5HSP32O1oo92GiEysd+wrgL7sKTlnHY122r2k9bxV4y55zQ5zE1L9yNb8xk8s+4ocv9vrwJTLzmG4RfuZfaNx5i0vu/SWvZTurfeZIJl3/+iOoRSVA2zviMLLcLEfdoTIYLYuMwfut2HTJ4PJn5TL3z1/jyJhJtaaDi4R/RtP01wq/cgy93ItkLzyJt4swjunbDlhfInHMiHn/vgSD8ymraaw9ScN23O7tT4mXOPIbMmccAzhiNkt9+gjFnXE/65P67bUQGwRLg/4Db3C5E3KEprC4IFIUeBvofISgjWqQxzL7/uRHfuKkQbcebO6HzsdaDu7AtDfgnzSJj+jLGXfCRfq9V8ttPkH/6B8lecHqPx+o3PE39O08y8cqv9Bowujt4b5BoaxPZi86kYeNzpE9bzJhzbsUYNWpKUt1avGrlH9wuQoae/rIMsUBR6OMoYIx63qx8PFn5eDNymHrnrym8flXnR9qkWQCMO//DAwaMtpoDtNeUkjn7+B6PNe16i8Ztr1DwgW91Boy2qv20lGzt9Vp1bz1M8/7NZC85l9o3HqLgxu/RcuBdal9/4Ci/W5EB/TRQFFrsdhEy9BQyhlBsENT33a5DBl+kMdzldrS5nmhTLVkLz0jo/GhLI9GWxh73N+14g4zAsT26SiKNYcIv/ZUJl3++y4ySurdCXaatdmir2Ev1s79j3IV30Vz8Nt7c8RjjIW3SbOreCiVUo8hRyAL+FJtRJylE/+BDJLYvyV8ALVIzyrSWF1P6u38j55iLGHfBXRivj/Arq0mfvmTAdTMAoq3N7P/lRyAaYepdv+6ygFdz8dtkzj2pxznhV1bTVlPKgT99tvM+295Ge00pWQu7dqvYSBsVD/+AzHmnkLPkXGpf/3vnc3jSMonUHiTa2oQnTb+aklTHAV8GvuV2ITJ01JIxdL4DrHC7CBl8/nFTyTv5app2vkXJbz5K2eqvY9IyKfjAtzBe/4DnG68Xb/YYvNljwOPtvN9aZ5ZKZmBFj3OadrxOtKGGtoo9nR/tNaUAeDPyuhxb8/yfiDTVMv6ij3ZcOO7JnVU+bTRyeN+0yJH5aqAodIzbRcjQ0cDPIRAoCp0PPAlo3WYZUs2736Fs9dcouPbbZMxYBsDBv3+baGMthTd+j+rn/0T92keY/qm/ulyppJB1wInFq1Zq698UoJaMJAsUhfKA36OAIUMs0lxPRehH5J10ZWfAAMheci7ttQex1tJetY/spee5WKWkoGOAr7pdhAwNhYzk+x5aNlxcUP/2o3iz8hlzxo1d7s9ecDrZS86h9Pefwra1MObMm1yqUFLYlwNFoWPdLkKST90lSRQoCp0FPIdaMcQF1kaJNtY6Yz1Ehp/1wAnFq1a2ul2IJI9aMpIkUBTKAH6FAoa4xBiPAoYMZ8uAb7hdhCSXQkbyfA2Y73YRIiLD2BcDRaHj3C5CkkfdJUkQKAotAdYCA89fFBFJba8CpxWvWqkXo1FILRmDLFAUMsDPUMAQEUnEKWgDtVFLIWPw3Qac6XYRIiIjyKpAUWiM20XI4FPIGESBotAEnCmrIiKSuInAf7hdhAw+hYzB9Z/AeLeLEBEZgT6qJcdHH4WMQRIoCi0F7nC7DhGREcoL/K/bRcjgUsgYPD/A+U8iIiJH5oxAUejGgQ+TkUJTWAdBoCh0MfCY23WIiIwCB4D5xatW1rldiBw9tWQcpUBRyIvTiiEiIkevEK0EOmooZBy924GlbhchIjKKfCJQFJrudhFy9BQyjkKgKJSDpl2JiAy2dODrbhchR08h4+h8EShwuwgRkVHo1kBRSPs/jXAKGUcoUBSaBnzO7TpEREYpH/Att4uQo6OQceS+CWS6XYSIyCj2gUBRaIXbRciRU8g4AoGi0CzgZrfrEBEZ5QzOSsoyQilkHJkv4TTliYhIcl0WKAqd4XYRcmQUMg5TbFrVLW7XISKSQr7jdgFyZBQyDl8RkOZ2ESIiKeTMQFHoEreLkMOnkHEYAkWhKWgTNBERN2jdjBFIIePwfAFnkRgRERlapwaKQme5XYQcHoWMBAWKQgXAnW7XISKSworcLkAOj0JG4j6H1sUQEXHTpYGi0DFuFyGJU8hIQKAoNB74qNt1iIgIX3S7AEmcQkZi7gRy3C5CRER4f6AoNMPtIiQxChkDCBSFvMBdbtchIiKAsxDip9wuQhKjkDGwK4DpbhchIiKdPhQoCuW6XYQMTCFjYJ90uwAREekiD/iQ20XIwIy11u0ahq1AUWgZ8I7bdYiISA/FwJziVSujbhcifVNLRv/UiiEiMjwFgIvcLkL6p5DRh0BRaCxwg9t1iIhInz7sdgHSP4WMvt0OZLldhIiI9Ok9sdWYZZhSyOhFoCjkAT7udh0iItIvP3Cr20VI3xQyencJMMvtIkREZEAfChSFjNtFSO8UMnp3i9sFiIhIQuYC57hdhPROIaObQFEoH3iv23WIiEjCNAB0mFLI6OkaIMPtIkREJGFXxTaylGFGIaOnm9wuQEREDks6+ts9LClkxAkUhWYCZ7ldh4iIHLbb3C5AelLI6OoGQKOURURGnuWBotACt4uQrhQyulJzm4jIyPUBtwuQrhQyYgJFoROAhW7XISIiR+z9bhcgXSlkHKJWDBGRkW2ZukyGF4UMOpcRv9btOkRE5Kipy2QYUchwnAJokx0RkZFPXSbDiEKG4z1uFyAiIoNiWaAopPF1w4RChkPLiIuIjB5qzRgmUj5kBIpCc4DFbtchIiKDRuMyhomUDxmoq0REZLRZGigKzXW7CFHIAHWViIiMRhe7XYCkeMgIFIXGAGe6XYeIiAy6i9wuQFI8ZACXAj63ixARkUF3bqAo5He7iFSX6iFDXSUiIqNTLnCq20WkupQNGbFVPi9xuw4REUkadZm4LGVDBrACGONyDSIikjwa/OmyVA4ZZ7tdgIiIJNVxgaLQeLeLSGUKGSIiMlp5gAvdLiKVpWTICBSFDJq6KiKSCjQuw0UpGTKAZcA4t4sQEZGku8DtAlJZqoaMs9wuQEREhsT0QFFoittFpKpUDRkajyEikjpOcbuAVJWqIUMtGSIiqUMhwyUpFzICRaFFwCS36xARkSGjkOGSlAsZqBVDRCTVHB8oCmmfKhekYsg43u0CRERkSGUBy90uIhWlYsg41u0CRERkyKnLxAUpFTJizWVL3a5DRESGnEKGC1IqZAALgQy3ixARkSGnkOGCVAsZK9wuQEREXDEvUBQa63YRqSbVQobGY4iIpK4lbheQalItZKxwuwAREXHNYrcLSDUKGSIikioWuV1AqkmZkBEoCs1AO6+KiKQytWQMsZQJGWg8hohIqlPIGGKpFDL0yyUiktqmBYpCuW4XkUpSKWTMdbsAERFxncZlDKFUChnz3C5ARERcp5AxhBQyREQklajrfAilRMgIFIVygEK36xAREdcpZAyhlAgZwGy3CxARkWFBrwdDKFVCxiy3CxARkWFhqtsFpJJUCRkBtwsQEZFhIT/WhS5DQCFDRERSzTS3C0gVChkiIpJq1GUyRFIlZEx3uwARERk21JIxRFIlZExyuwARERk2FDKGSKqEjAluFyAiIsOGukuGyKgPGYGiUDaQ6XYdIiIybKglY4iM+pCBWjFERKQrhYwhkgohY6LbBYiIyLAy2e0CUkUqhAy1ZIiISLx8twtIFQoZIiKSajIDRSGv20WkglQIGeouERGR7vLcLiAVpELIUEuGiIh0p5AxBBQyREQkFSlkDIFUCBnabU9ERLpTyBgCqRAy0t0uQEREhp1ctwtIBakQMtLcLkBERIYdtWQMgVQIGWrJEBGR7hQyhoBChoiIpCKFjCGQCiFD3SUiItKd3oAOgVQIGfpFEhGR7lLh9c91qfBDVkuGiIh0lwqvf65LhR+yWjJERKQ77V0yBFIhZKglQ0REukuF1z/X+dwuYAikwvco0qdpprzkFu/j29/jfSVzXYZp/GvumKa3szwF7cZqNVxJWTaS1Qgr3S5j1EuFF+BWtwsQGWonmK2bb/c9evAcz7rCLNOyAJgCUNgCF7dUEYHI6xkZm1fn5VS8kpkxqcGYRRhjXC5bZMgYT1hd6UMgFUJGi9sFiCSbn/bWSz2vrb/F90TDMWbHPJ+JLgIW9XW8F7ynNjcvPbW5GYBKj6fiodzsrf/IyWGn37fQGjN+qGoXcUnE7QJSgUKGyAg1ltqq673PbP6A9znvDHNwiTEcf6TXGh+NTrg9XDfh9nAdUYi+mZG+aXVuzsEXszIn1BuzGGPUfy2jjULGEFDIEBlB5pj9u2/3Plp8mff1MWOoX2oMpw/2c3jAc2Jzy+ITm1sWA9R4PNX/yMne/GBudnS737/AGjNxsJ9TxAUKGUNAIUNkGDNEo2d4Nmy83fto1WmejdPTTftsYOZQ1jAmGh17c23daTfX1mHBrk1P27w6L7fshcyM8bUez2KM0VRAGYkUMoZAKoSMZrcLEDkcmbQ0XuF9ccON3qdaF5k9CzzGLnO7pg4GzHEtrYuOK69cBBD2mPDDOdmbHszJiWxL88+NGlPodo0iCVLIGAKpEDLUkiHDXgFVB2/yPbn1Ku8L6ZOpWm4MJ7ldUyLyozb/htr6U2+orQfgnfS0ratzcw48l5WZH/Z4lmJMKvyNkZGp0e0CUkEq/AFQyJBhabnZ8e5tvsdKLvC8NSGHpsXGMMntmo7W8pbWBctbqhYA1BlT+0hO9uYHcrNbN6elzY0aM9nt+qR3tt2CB4wnpWYxV7ldQCpQyBAZIl4i7Rd43tpwq/fx2hM8WwN+E5kHzHO7rmTJtTbv2rr6k6+tc1o5Nqalbb83N2f/M9mZedUezxKM0Wq8QyDSEGHfb/bRXtOOf6yfqR+aijez6zCaA/ceIFIfYdqHp7lUpSsUMoZAKoQMjckQ1+TQWPsB7782XO99mjmmZIkxrHC7JrcsaW2du6Syam6wEhqMqX88O+vt+3Nzmjemp82OGJNSr24A5Q+XU7e+jtlfmj3gse117Wz/xnamfXgaOYsOLdRa+1Yt5Q+XgwfSC9OZfMPkHgGi5M8l2HbLnK/PYfs3tlP6l1Km3XHox12/sZ7KpyqZVTRr8L65kUEhYwikQsgIu12ApJYZpmzfrd7Hd77H+0rOBMLLjOE0t2sabrKtzbmqvuGkq+obANjq9++8Ny9n71NZWTmVXs9SjBnVqzE2bGug7O9lZM3LGvBYay37frmP9qr2LvfXvVPH3p/uZe6355JemM6+X+1j93/vZtYXZ3V2e9iopfb1WvJPyQcgvSCd8Cthpt42FeMxtNe3s+9X+5h42USy52UP/jc6vFW7XUAqSIWQUe52ATLaWXuS2bLldt9jZWd71k3JNK3zgZR7Z340FrS1zf5qZfXsr1ZW02RM4xPZWW/cn5vdtD49PdBuzAy36xtM7bXt7P/Nfogmdnz5w+U0bG3ocp+NWkrvLiUzkEl6oZPHxpw6huIfFBN+NcyY08YAEKmPYCO28zzjN9h2S6Q+gi/PR8nvSvCP8zPpihE/HOhIqCVjCChkiByBNNpaVnpeXX+z78mm5WbnXO8Ay3hL4jKtzXpffcOJ74u1cuzw+4pX5+bufjI7M7vc612CMZkul3jEbNSy/7f7GX/heEr/XDrg8fWb6mktayVzViaNWw9Nhmjc1khrWStZ8w+1hKRNdoa4VD9f3RkyvLleTJrBRm3n83syPHhzvVQ/X039hnrmfHMOxptSAz4B2tffsr7O7SJSQSqEjAq3C5DRYSy1VTd4n978Ae+/vNPNwaXGcILbNaWCOW3tgS9VVQe+VFVNszHNT2dlvnl/bk792xnpM9qMGVEDCQ4+cJC84/LwT/QPeGxbdRvl/yhn5mdmUvyj4i6PNWxzApgv59Cf8I6vG3c0YiMW4zUYYxh75liadjVho5aW/S2MOX0MreWtlP6llMLrCztbQlKMukqGSCqEDLVkyBGbb/buut372J5LvK+PzadhSTKW8ZbEZVibsbKh8fiVDc67+mKfb8+9eTnFj2dnZZR5vUsxZuBBDi6pW19HW00bBVcXUL+5vt9jbdSy/3f7mXzTZDzpPbeNaatqA5zujw4dX9u2WHdIvvPnvfDaQkr/UsrO/9hJ1rwsCj9QyK7/2kX24mzGnT1usL69kUZdJUNEIUMkjiEaPcvzzsbbvI9VnerZNCPdtM8CRtS75VQSaG+f8YWqmhlfqKqhFVqezc56677cnLq30tOntXrMHLfr69BW1Ub5w+UEPhdI6Piy+8rIPymfjKkZR/3cnjQPU2+deujaD5TRVtXGzM8M6er0w41CxhBRyJCUl0VzwxXeF9ff6H0qstDsHVbLeEvi0iD94obG4y6OtXLs9fn23ZebvfPR7Oz0Up93CcbkDHCJpKl6topoc5TiHxYDEG10Rn0272lm53d3Mvn6yWTOdIaatNe2E34jjH+cn+oXqjuPAzjwlwNkL8zGP9bpbom2Hho9atuccRfGb/Dm9L6dTOO7jZQ/XM7UW6ey/9f7ibZGKbyusPO5U4i6S4ZIKoSMGqCd1PheJUGTqSy7yffktiu9L2QUUr3MGE5xuyYZXNPb26d9pjo87TPVYdqg7fmszLX35uaE12SkT23xeIZ0EbSCqwsouLqg83b95nqK/6uYjBkZPdbJ8OX5WPD9BV3u2/ndnTRubaTw+kJyFuV0dre0hw9Na22vd77OmpvV60DOSFOEvb/cy/jzxlP9r2rGnjOWtAlpFP+gmAU/WNBrt8woppaMITLqX3iLV620gaJQBaCNm1LcMWbHu7f7Ht1/vuetSdk0LzKGgoHPktHAD/7zG5uOPb+xCYASn7f0/pyc7Y/kZPn3+XyLMSbP5RJpq27rbKEYSPaCbPwT/TTvPbTWYOuBVgDGnjm213NK/1yKJ93DmNPHUPlkJZOunkTGzAwidRHCr4f7PG+UUsgYIqM+ZMQoZKQgH+1tF3re3HCr7/G648y7s0f7Mt6SuCntkcmfrAlP/mRNmHZofykzY93qvNya1zPSC5s9ngUDX2FwlT9STtnqMiZdOYlJ7xt4zQrjMUy5aQq7f7ybxh2NZM3JouaVGrIWZHUuvBUv/HqY8Gth5nxjDq0HWzvv72i9aN6fcgsja9bhEEmVkFEKLHW7CEm+XBrC13qf23id9xnmmNIlxnCs2zXJ8OYD39lNzcec3eS80JZ5vWV/z81+N5ST7d3ttHL0fNUe7BryfXjSPZ0zQhKRuzyXGZ+c4ay34YW0iWnM/PTMHpuctVW1UfKHEgreX0DG9Axayg5t59R5bOpter7b7QJSRaqEjF1uFyDJM9Mc2Heb97Gdl3tfzR1P7VIt4y1HoyASKfhoTW3BR2tqiUDklcyM9ffm5lS+mplR0GjMQow56pWrchblsPT3h973jD19LGNP77u7oq/9TfKOyyPvuL57eqy17PvVPjICGYy/aDzghBEAonSuBpo2KeX2qku51wRjzGJgi7U2wbVm+73WNOAh4H3W2n39HZsqIWOH2wXIYLL2FM+mzbd5Hys/y7N+SqZpnYeW8ZYk8IL3jKbmZWfEWjkqvJ7yB3Jytv0zJ9sU+30LrTHDeqGJyscqad7TzNxvz+3MRpkzM0mflk5reSu+MT6Mz5B/UtIba4abYrcLGAzG2eMnAOy21jYbZwZVi7W2rZfDNwJhY8xqa+1HjvKpvwAcBzxmjDnNWlvb14EKGTIipNPaHFvGu3mZ2Tnfa+xit2uS1DMhEp344XDtxA+Ha4lC9PWM9I2r83LLX87MmNhgzCKMGTZTNKItUcpD5Uy5bUqPAaUzPjaDfb/aR9XTVUy7a9phddOMAq3A/mRd3BgzD7gf+Ddr7XP9HHcB8A3AANnAP4H/6AgIxphsIAh8ABgLvAZ81lq7Pu4yhcAWIGKMuQR4B3jFGHM38MO4a3X8AuQT973H7n8IONxF7E6MfV4CfAv4dJ/fp7W2r8dGjUBRaAWw1u065PCMJ1xxg/epLe/3Pu+fZsqXGkPKbRMpI0eVx1P5UG72lodystnp9y+wxkxwu6a2mjb8YxKbsZJCtq+/ZX1SBoAbY+4E/hMYD5zbV8gwxpwDPAmcZq19wxhTCGwAfm2tLYod8wfgLeAlYCVO4DgALLbWVseOKcQZcxix1vpi990F/Ax4BrjYWttunNlTHTuS32qt/UNcLeOttZW91FgEfBdnkOxSa23ZkfxMUiW+qiVjhFho9uy6zfvo7ku8b4zPo3GJMZzhdk0iiRgXjY6/LVx3+m3hOizYNzPSN63OzTn4YmbmhDqPWYQxva+QlUQKGL0qHuwLGqcv6m/AE8DDwC0DnHInUGWtfQPAWnvAGPMscBlQFGsN2W+t/X+x49cYY84DzgLOB+7r59qrgZ8C5wHXAndDlzdoXXbm6y1gdNNwpAEDUiRkFK9aWRdbK8P1dxbSlYdo5GzPug23eR+rOcWzeUaalvGWUcCAOaG5ZfEJzS2LAWo8nup/5mRvfjAn225P88+LGpOSe6sPE4P+ptNaa40xH7bW1hpjzkzgFC8wwRgz01rbMdMlC+joCkkHftPtnJLY537nG1trq4wxJcBUoGNUcPyo4j0J1DdoUiJkxOxAIWNYyKap/irvixuu9z4VWWD2LfQYe4zbNYkk05hodOxNtXWn3VTrtHKsS0/bsjo3t+xfWRljaj2eJRiTSn+L3bY1GRftb/BjL34BXA08bIy5BrCAn9jYBmvthl7OORanu+S5BK7/cWAZ8NvY7Y51oqIcfktOpjHmP4FG4Glr7auHc3Iq/WLvAE52u4hUNYWK0lt8T2y/wvti5iRqtIy3pCwDZkVL68IVLZULAWo9JhzKzt78QG5O29Y0/9yoMZPdrnGU2+Z2Adbap40xHwT+F1gHHAQ+bK3tda8tY8yNOAsJXmOt7X8LX+f6DwEPmUMDkefGPu+01h7uymtNwLdxxnl82xizDrgr0bCRaiFDhtCx5t1tt/keKz3Ps3ZSNs0LjUF/PEW6yYva/A/W1Z/ywTrntWN9Wtq79+bl7H82K3NMjdPKoYEVgyspLRlHoBC4DWdg5R9wpoN+0Vr7vfiDjDGLgB8Dd1hrH0jkwsZZQO5G4F6cANOxKOFhtUJ0sNY2AbcaYybijBt5zhhzhrV2zUDnKmTIoPHR3naxZ836W5xlvOf6THQ+MN/tukRGkmWtrfOWVVTNA6g3pu7RnKy3/p6b07o5LW1OxJgpbtc3wrUyDBbiMsZ8AadV4uTY7dNx1rH4T2PMb621FbH7p+IMKL3WWvtMgte+CvhU7JyDsbvPin1+4ihL/wZOyEgHLgcUMuKsH/gQOVz51Ndc531207XeZ80sc2CJMRzndk0io0WOtbnvr2s4+f11DQBsSvPvuDc3Z98z2Vm5VR7PUoxJuaU6j9KO9besHw6LqH8GeLbjhrW20hhzH85YivlARWza6Z9xppx2LsFgjLnRWvvn7hc0TjfbT3GGBZxmrT0Qu/8EYDFQByTUEtIXa+0aY8yrOIPzVydyTiqFjA1AG87gGjkKAVO69zbvY7su976aO466ZVrGW2RoLG5tm/ONyuo536isptGYhsezs96+PzeneUN62uyIs9Sz9M+V8RixsRGF1tqOGSI5QPdWqTacAaAdsz9+AnynW8BYgTNgtCNkdCxx7wE24cxaOctaWxx33S/HPm8GvmuM+Y61tss01sNhrT3VGGNsgotspUzIKF61sjVQFNoEaCbDYbP2NM/GTbd7H6s4w7N+aoZpmwtMd7sqkVSWZW32lfUNJ11Z77RybPP7d92bl7PnqaysnAqvZwnGZLhc4nD09hA8R8fPPT3uvv8BPmaMudla+yecQZSfN8acHxsEmoOz4Nb/WGv3xcLEdcAJcVvlGJwlxP8ad92PxT2WA7zHWvt25wnGvB+4EmcxynNxxmTcYIy5wVr76JF+g4kGDEihkBGzFoWMhGTQ0vQe7ysbbvI+2bzEFC/wGrvE7ZpEpG/z29pmfaWyetZXKqtpMqbxyezMN+7PzWl6Jz19ZrsxM92ub5h4PVkXNsachNNqcFnsrp8aY+6NreBZgtNd0bHw1ZdxpqP+0BjThNMC8TOc1gtwAkc6zrLd3cUvnhX/evYpa+1jcfVcCvwRJ1i8x1rbaIz5aex57jXGBDrGfiRTSiwr3iFQFPo34P8NeGCKmkBN+Y2+p7Zc430+fSoVS4057PXsRWQY2un37b43N2f3E9lZmQe93qUYk+l2TS6ZuP6W9Ul/YR0qsdkebwGPWGvvjN1ngE/i7Cny38CqjmmrsYXCno+dfpq19pV+rt2xrPhua23gSGtMxZYMibPYFO+4zfvYvou9a8bn0rjYGBJZrU5ERpDZbe0zv1hVM/OLVTW0GJqfzsp68/7cnPq1Gekz2oxJlRV2d42mgAFgrS03xpxLbBxHbJDnV3HGXyztZRv2dcA+oAx4c4DLdyyDf1SDi1MtZLyNM7DGDHDcqOUhGjnXs3bDbd7Ha07ybA6kmcgcYI7bdYnI0Ei3ZFzW0Hj8ZQ2NAOz2+fbel5uz67GcrIwDXu8SnN0/R6OkdZW4yVq73RgzxxhzCs6S49daa1v6OLY21k2S6AybCuCpo6kvpbpLAAJFoXc5tPpZSsimqe4a7/Mbr/c+HZln9i32mC7r2IuIANAKLc9lZW66Ly+n9s30jGmtHjOa3oB8bv0t63/kdhGpJtVaMsDpMhn1IWMq5aW3+J549wrvS1kTqVmuZbxFZCBpkH5RY9OxFzU2AbDP591/f27Ozkeys9NKfN7FGJPrcolHY1S2ZAx3qRoy3u92EclwnNm29Xbfo6Xnet4uzDYtC0HLeIvIkZvWHpn6qerw1E9Vh2mDtheyMt++NzcnvCYjfXKzxzOSVvON4AyQlCGWiiHjNbcLGCx+2lsv8by+/hbfEw0rzPa5PhNdACxwuy4RGX384D+vsWnFebFWjlKvt/T+3Jztj+Rk+ff6fItw9ssYrjauv2V9o9tFpKJUDBmv4KxfPyKX482nvuaD3mc2Xud91jvTlC0xhuPdrklEUs/kSGTyJ2rCkz9RE6Yd2l/OzFi3Oi+n5vWMjIImYxYQt4rUMKCuEpek3MBPgEBR6EXgdLfrSNRsU7L7du+jxZd5XxszlvolxqRkOBSREeKg13vw77nZ7z6ck232+HyLrTFjXC7pI+tvWf8rl2tISan6YvUcwzhkGKLR0z0bN93mfazydM+GaRmmbQ6gFftEZESYFIlMuqumdtJdNbVEIPJaZsaG1bk5Fa9kZkxqNGaRC60caslwSaqGjH8BX3G7iHiZtDS91/vS+pu8T7UuMrsXeI1d6nZNIiJHywve05qal57W1AxApcdT8WBuztZ/5GSzy+9bZI0Zl+QSGnE2yBQXpGp3STZQjcs7sk6iuvxG35Nbr/a+kDaFymXGkKpL/YpICopC9I2M9M335uaUv5SVObHeaeXwDPLTPLP+lvXnD/I1JUEpGTIAAkWhl4FTh/p5l5hdO273Pbb3Is+aiTk0LTYmdVcfFRGJV+3xVD2Uk73lH7nZdrvfP986e3McrS+tv2X9qkG4jhyBVO0uAafLJOkhw0uk/XzP2g23eh8Ln+jZGvBrGW8RkV6NjUbH3Vpbd9qttXVYsG+lp29enZdz8IXMzLF1HrMEY7wDX6WHJwa9UElYqoeMomRcOIfG2tgy3tG5Zv8Sj2FFMp5HRGS0MmCOb2lZdHx5yyKAsMdT88+c7M0P5mRH3k3zz4saU5DAZcrRxpiuSuXukhyccRmDErSmm4P7b/E+vuN93pdzJhBeaszIXIdDRGS4s2DfSU/btjo358C/sjLHhD2eJRjT29/yv62/Zf0Hh7xA6ZSyIQMgUBR6CTjtSM8/0WzZcpvvsbJzPOsKs0yLVtoUEXFBrceEH8nO3vxAbnbblrS0eVFjCmMP3b7+lvW/c7W4FJfK3SUAj3AYIcNPe+tlntfeucX3eNNys3Ouz0QXAguTV56IiAwkL2rzr6urP+W6unoANqSlvXtvXs7+p7IyH3e5tJSX6i0ZxwBv93fMWGqrrvc+s/kD3ue8M8zBJcYwknchFBFJFesIhle4XUSqS+mQARAoCu0BpsffN8fs332H99HiS72vjR1DwxJjOJIRzSIi4p7/JBj+qttFpLpU7y4BeMQQ/fCZnvUbb/M+VnWaZ+P0dNM+Gy3jLSIykv3T7QJEIYOf+P/nvss9r17lMXaZ27WIiMigOIj2KxkWUj5kvNf7ygtAutt1iIjIoAkRDKf2WIBhYrDXiB95guEWnFkmIiIyOjzsdgHiUMhw/N3tAkREZFC0oKXEhw2FDMcjQLPbRYiIyFF7kmC43u0ixKGQARAMN6DkKyIyGvzB7QLkEIWMQ9RlIiIyslUB/3C7CDlEIeOQfwBtbhchIiJH7K8Ew61uFyGHKGR0CIar0YhkEZGRTF0lw4xCRle/crsAERE5IpsIht9wuwjpSiGjq8eBPW4XISIih02tGMOQQka8YDgK/MbtMkRE5LBEgD+5XYT0pJDR029xfmFFRGRkeIJguNTtIqQnhYzuguF9wKNulyEiIglTV8kwpZDROw0AFREZGWqAB12uQfqgkNG7EFDidhEiIjKge2IbXcowpJDRm2A4gjM2Q0REhrffu12A9E0ho2+/AaJuFyEiIn3aSjD8qttFSN8UMvoSDBcDT7pdhoiI9EkDPoc5hYz+aQCoiMjw1AT82u0ipH8KGf37B1DmdhEiItLD7wiGy90uQvqnkNGfYLgNDSoSERlu2oHvu12EDEwhY2C/RCuAiogMJ6tj4+ZkmFPIGEgwvBO4x+0yRESk0yq3C5DEKGQk5ttoOquIyHDwCMHwereLkMQoZCQiGN4M3Od2GSIiwn+5XYAkTiEjcf8BWLeLEBFJYS8TDD/vdhGSOIWMRAXDG4AH3C5DRCSFqRVjhFHIODzfQq0ZIiJu2Aj80+0i5PAoZByOYHgd+iUXEXHD9wmG9SZvhFHIOHzfcrsAEZEUswf4i9tFyOFTyDhcwfCbwCNulyEikkJ+FFuBWUYYhYwjo9YMEZGhUYk2qxyxFDKORDD8GvCE22WIiKSA7xEMN7pdhBwZhYwj9023CxARGeV2Av/P7SLkyClkHKlg+GXgGbfLEBEZxf6dYLjF7SLkyClkHJ2g2wWIiIxSzxMM3+92EXJ0FDKORjD8ArDa7TJEREaZKPAZt4uQo6eQcfQ+BzS4XYSIyCjyB4Lht9wuQo6eQsbRCob34WwFLyIiR68e+LLbRcjgUMgYHD8CtrldhIjIKPBdguEDbhchg0MhYzAEw63AJ90uQ0RkhNuN86ZNRgmFjMESDD+BtoIXETkaXyQYbna7CBk8ChmD6zNAk9tFiIiMQC8RDN/jdhEyuBQyBlMwvBv4rttliIiMMBb4tNtFyOBTyBh83wN2uF2EiMgI8ieC4TVuFyGDTyFjsDlL4H7a7TJEREaIBuBLbhchyaGQkQzB8MPAw26XISIyAnyBYLjE7SIkORQykudTgDb2ERHp2xMEwz9zuwhJHoWMZAmGd+KMzxARkZ7CwB1uFyHJpZCRXN8BNrhdhIjIMPRvsW0ZZBQz1lq3axjdgvnLgdeBdLdLEREZJh4kGL7S7SIk+dSSkWzB8Dto5LSISIcK4E63i5ChoZAxNP4beMLtIkSSraVdLaMyoLsIhg+6XYQMDYWMoRAMW+BWnAQvMiKt3tjG8b+sZ/nP6nlgc1uPx/eEo8z+ST0bD0ZcqE5GiL8QDN/vdhEydDQmYygF869Am6jJYVj1YguPbW/nuVuzAQg3Wz75aDPbq6JY4CtnpnH5fH+f59e2WL72TAuv7m/HYwzZfvju+RmcONXbecxTO9v55r9asBYa2izvme/ja2el4/eazmO2VkRY8tMGXrkjm9L6KNesbmLzx3OYM855nxK1lvP+0EimHx65PgtjTI9aJOWVAEsJhqvdLkSGjloyhlIw/CDwK7fLkJHhxT3tfPWZQ0utRKKWy//aiDHw8h3Z/PGKDK5e3cSTO9p7Pd9ay1X3NFIcjvLKHdm8ckc2J0/1cuGfGjhQHwXgueJ2Lr27kR9dlMGLt2fz6A1Z/PSNNr72bNclXlZvbCdiYWK2Yf54D21RuGfjodaM773UysbyKL97X6YChvTlQwoYqUchY+h9GtjqdhEyvJU3RLn9oWYicQ2Nd69v48U9EW5c5rRczBvv5YQpXj7+SDPRXlokt1VGeXpXhEvm+PDEXvivX+Yn3AIv73W6NH7xZivjMk1ny0ZhjodzZ3l55N2uwaU0FkoAMnzOtfbXOve9WRLh68+28Ov3ZFCYoz8p0qtfEww/6nYRMvT0F2GoBcONwA1Az05tEZyuhzv+0cynTk7rcv/v3nZ+ZRZOOPTfdsF4D+9WRXlhd89xEB0BZU3Jocca28BjYPFE5xqRKFQ0WnbXRLscs6yg65+GwJhDx0dih84a66GxzXLD35u4bYWf9y3su9tGUlox8Fm3ixB3KGS4IRh+E/iG22XI8PSNZ1u4YqGPJZMO/fdsj1pe3eeEhfFZh7ojJsS+fnFPz5CxeKKXs2Z6+d3bbax6sYVI1PLHda386j0ZLJzgtFzcebwTZC7/ayNbKyJsq4zQFrH898UZXa51/TI/GT7YWhnhnbIIGT744FI/n3u8GQv8qNvxIjFR4FaC4Tq3CxF3KGS457+Af7ldhAwvj29vp6TOcvuxXVsxKhotzbEejAzfofs7vt5XG6U3D1ybxXsW+PjqMy1M/VE9pfWWqxcdanE4f7aPv16dSVm95ZifN3DBHxv53KnpTMzu+qdhWp6H0PVZfOeFVn78aiuP3ZDF2gMRfrO2jbuvyiQ7TeMwpFdfJhjW37kUppDhlmA4CtwE1LhciQwT+2qjfOfFFv73ssFrFahptiya4GHfZ3O4dYWfv29u54RfNVBadyiUHKiP8rv3ZfCvW7PI8hsuubuR773Uc2+/82b5ePH2bJ6/LZuFEzzc/lAzwXPSOWGKt8exIsA9BMP/5XYR4i6FDDcFw3vRyncS8/M1rdS1WC69u5Fzft/Apx9rBuDtAxGuWd1Eeuy1vDFuNE9H68a0vJ7/lWuaLWf+roGzZ3opzPGw6oIM/uPcdLZXRfmvl1oB+P5LLdy9vo2V8/2cPM3HS7dnUZBt+MozLVQ09t46AnD7P5pZOMFDfrrhtN808IUneh98KilrHXC720WI+xQy3BYMrwa+73YZ4r5vn5fBW3fm8Nyt2Tx3azb/fYnTorGi0MuLt2dz8jQnZRyoP/RiXtHofH3mzJ6tCas3tlFSZ5k77tB/8ztPcLpKNpU7Yzh+/Gprl8fHZ3m4ZrGP9qgzO6U3//d6Ky/taeem5X5+/GoLL96exZrSCD98ufVovn0ZPSqBK2KD3CXFKWQMD0XAP9wuQoa321Y4AWHdgUODPLdVRpk3zsMZM5yQUdVkaWpzgkd9q/O5pO5QKPF7nLETM/M9ncfEP95xjAFm5Pf887C5PMIXnmzm/y7L5Mmd7UzL8+AxhmMLvfzfGwoZQgT4AMFwsduFyPCgkDEcOOMzbsBpYhTp1U3L/Zwxw8tv1jr9JTuqorxREuF/L8vAYwy7a6JM/3Edy35Wj7WWDyzxMz7T8J0XWzr3FLlnYxtjMuDLZzqbAn/0hDSe3x3h6Z1Ov0t9qyX0bjufPCmtRxdMa8SZrnrFQh83LPd3aenISYPdYdsZbCRlfYFg+Bm3i5DhwzfwITIkguF6gvnvxdkWvsDtcmT48XoMD38wi08+2szJv64HYPU1mVw0x/lvnOl3prROy/NgjGFanuFft2bxtWdbOPFXDeSlG8ZlGl6+PZtZY50A8Z3z0ynMMXzuiWYy/YZI1PLRE/z8W7c1OgC++kwLlU2Wn67MBCAalydiDSS0aduSVPYnguEfu12EDC/au2S4CeafAjwLaOEBGTae3dXORX9u5Kmbsjg74ISaK/7WSEWj5cXbs/nqM838bE0blf+e63Kl4pI1wJkEw81uFyLDi7pLhptg+FXgDrfLEOlQ3WS5+cEmPn9qWmfAAKf7Znc4irWWrZVRbl6uFT9T1EHgSgUM6Y1CxnAUDP8F+LbbZYiAs7/JpGzDt85N73L/1Yv93LjMz3G/bKCxDb59XnofV5BRrA24hmB4n9uFyPCk7pLhKphvgNXANW6XIqktai0VjZZJ2XpPIj18nGD4p24XIcOXQsZwFszPAp4Hjne7FBGRbn5NMPxht4uQ4U1vTYYzZzGb9wIlbpciIhLnYeBjbhchw59CxnAXDJfgBA2tniciw8EzwPsJhtsGPFJSnkLGSOBsDX8zzrbJIiJueRV4n2aSSKIUMkaKYPh+4COABtGIiBvWAZcRDNe7XYiMHAoZI0kw/BvgLhQ0RGRobQMuIhiudrsQGVkUMkaaYPiXwCfcLkNEUsZu4AKC4YNuFyIjj0LGSOTMS/+U22WIyKhXCpxPMLzX7UJkZFLIGKmC4Z8An3W7DBEZtSqBCwmGd7hdiIxcChkjmbPj4b+7XYaIjDp1wCUEwxvdLkRGNoWMkS4Y/j7wZbfLEJFRowm4nGB4jduFyMinkDEaBMPfBb7hdhkiMuK1AlcRDD/vdiEyOihkjBbB8LeA/3C7DBEZsZpxVvJ8zO1CZPTQBmmjTTD/O8CX3C5DREaUauC9BMMvul2IjC4KGaNRMP97wBfcLkNERoR9aJCnJIm6S0ajYPjfcVozlCBFpD+bgNMUMCRZ1JIxmgXzrwX+AKS7XYqIDDsvAe/RUuGSTAoZo10w/3TgIWC826WIyLDxEPBBguEmtwuR0U3dJaNdMPwScCqw3e1SRGRY+BVwtQKGDAW1ZKSKYP54nHcvp7tdioi45lsEw1pTR4aMQkYqCeanA78HrnO5EhEZWlHgYwTDv3C7EEkt6i5JJcFwC3A98F23SxGRIdMMXKOAIW5QS0aqCuZ/CPgZ4HO7FBFJmmrgfQTDL7hdiKQmhYxUFsy/CLgXyHO7FBEZdO/g7EOirdrFNeouSWXB8BPAGcBet0sRkUF1N3CqAoa4TS0ZAsH8ycA9wJlulyIiR6UN+BzB8P+4XYgIqCVDAILhUuA8YBVailxkpCoFzlXAkOFELRnSVTD/MuCPaIVQkZHkBeDa2BsGkWFDLRnSVTD8CHAs8LLbpYjIgKLAd3BaMBQwZNhRS4b0Lpjvw/nj9XnAuFyNiPRUBtxEMPyk24WI9EUhQ/oXzL8U+B1Q4HYpItLpaeBGguEDbhci0h91l0j/guFHgeVAyO1SRIQI8HXgIgUMGQnUkiGJC+Z/HPg+kOl2KSIpaCdwG8Hw824XIpIotWRI4oLh/wNOANa5XYpICokAPwCWKWDISKOWDDl8zm6u/wl8GvC6W4zIqLYOuINg+E23CxE5EgoZcuSC+ccCPwdOcrsUkVGmGfgW8H2C4Xa3ixE5UgoZcnSC+R7gTpzprmPcLUZkVHge+DDB8Da3CxE5WgoZMjiC+QXAD4Eb3C5FZIQKA18EfkkwrD/MMiooZMjgCuafB/wUWOB2KSIjyEPAxwiGS9wuRGQwKWTI4AvmpwH/DnwFyHC5GpHhrAz4JMHwvW4XIpIMChmSPMH8OcD/Ape4XYrIMPQ7nG3Zq90uRCRZFDIk+YL57wf+G5jiciUiw8GzQBHB8OtuFyKSbAoZMjSC+bnAfwCfQGtrSGp6GydcPO52ISJDRSFDhlYwfx7O3gvXoxVnJTXsAL4G/E2zRiTVKGSIO4L5C4Eg8AG0lbyMTmU4rXe/JBhuc7sYETcoZIi7gvlLgW8CV6KwIaNDLc5Ggj8mGG5wuxgRNylkyPAQzF+BEzbe63IlIkeqBWeNmO8QDFe4XYzIcKCQIcNLMP8EnD0bLnW7FJEERYE/At8gGN7jdjEiw4lChgxPwfxTccLGBW6XItKHVuAe4L8Ihje6XYzIcKSQIcNbMP8snLBxttuliMQcxNl9+GcEwwfcLkZkOFPIkJEhmH8S8DHgWrRUubjjbeD/AX8lGG5xuRaREUEhQ0aWYP444DbgLmCuy9XI6BfF2bzs/xEM/8vtYkRGGoUMGZmC+Qa4EKd143K0iqgMrjDwG+B/CYZ3uV2MyEilkCEjXzB/OvAR4ENAocvVyMj2LvAT4PcEw/VuFyMy0ilkyOgRzPfjLOr1UeAcd4uREaQNeAL4GfCIlv4WGTwKGTI6BfMX44zbuBnId7kaGX4iwHM4U1DvJxiucrcckdFJIUNGt2B+BnARcBXOaqJj3S1IXGSBl4G/AfcSDJe5XI/IqKeQIakjmO8DzsUJHFcCBe4WJEPkLeCvwD0Ew3vdLkYklShkSGoK5nuA03ACx1XATHcLkkG2CafF4m8Ew++6XYxIqlLIEAEI5h+PEzauBha4XI0cPgtsAP6JEyzWu1yPiKCQIdKTM2i0YwzHcWgNjuFqK/AM8CzwrHY+FRl+FDJE+hPMzwFOBc6IfZwMZLtaU+oqxgkVTrAIhkvcLUdEBqKQIXI4nMGjx3EodJwBTHS1ptFrPx2tFPAMwXCxu+WIyOFSyBA5WsH8BThh48zY5znuFjQitQCbccZVvITTUrHV3ZJE5GgpZIgMtmB+Ic7MlSU4g0g7PnLdLGuYiAA7cMLE+tjnDcC7BMMRNwsTkcGnkCEyVIL5U+gaOjo+AoDHvcKSZi+HQkRHqNhMMNzsalUiMmQUMkTcFsxPx9m2viN0zMcJHuNiH+OBTLfK60UzUBb3caDb7f3ARoLhsGsVisiwoJAhMhI4y6OP6+VjfB/3pwOmn492oLWPj2agkp7hwQkUwXBtsr9dERkdFDJEREQkKUZjP7CIiIgMAwoZIiIikhQKGSIiIpIUChkiIiKSFAoZIiIikhQKGSIiIpIUChkiIiKSFAoZIiIikhQKGSIiIpIUChkiIiKSFAoZIiJDwBjjdbsGkaGmkCEiEmOMmdHt9npjzA8SOG+iMeZhY8y3jDGn9XHY140xTcaYfxlj0galYJFhTiFDREY8Y8wkY8y/GWPm9XNMtjHmt/08XgDsMsY8Z4w5O3Z3KfBgAiXMAVYCXwPO7+OYNiAD2GutbU3gmiIjnkKGiGCMmWeMeccYc84Ax11gjHnBGPOiMWZt7J27P+7xbGPM940xu40xtcaYJ40xyxKs4U5jzPbYu/3XjTEnJXBOpjFmFfASsNVa+27cY7caY2zHB1AP9HfN9+D8TTwbuMoY4wGeAfpqmYg3O/Z5D/AdY8zXjTGXJnCeyKjmc7sAEXGXMeZO4D+B8QMcdw7wKHCatfYNY0whsAFIA4pih/0UeAu4GuedfRB4whiz2Fpb3c+1rwQmAu8HLo3V8xPglH7OGRerJwc4w1pb1sthB4CWuNtb+/kWPxj7fI+19lOx5/g78LIx5vfW2oP9nHtM7HMLsBq4CrDGmO8Av7bWFnerPQd4GfiBtfaP/VxXZERTS4ZIijKOe4B24OEETrkTqLLWvgFgrT0APAtcFrvePGC/tfb/WWvXWGu/CTwPFNJ3F0KHsLX229batdba7wCVwK7+agf+gvPifkUfAQPgfGttIO7j6j6udwJwHhAGPtdxv7V2G/AOcJ8xJrOf+k8AyoETrLVXW2uNtdaDE5J2GWOexwkeAKcCvwCWAX8wxnyrn+uKjGgKGSIpylprgQ9ba3+T4CleYIIxZmbcfVnA+tjX6UD3a5XEPjcPUMszHV8bY04GioF/6+eUK4GLgT/Fd5H0oqa/543zFcACt1tr93d77JvAmcALxpi53U80xmThdKl801pba4w50Rjz026DO78O/D329SvW2hviHns0wRpFRhyFDJEUZq2tPYzDfxH7/LAxZoExZj7gBz4du9YGa+2Obucci9Nl8VwiT2CMOQX4K/BPnBf9vtwZ+/yEMSYUGx/yo9gLfry/GGPqjDE1xpi7jTETe3nO84ArgCJr7d+7P26t/RfwO+B4YIMx5r+NMQvjDrkQJ2Ada4z5OU53yUeBPyTyPQN1CR4nMuIoZIhIQqy1T+OMWygA1gFPAT+01pb3drwx5kZgHvAxa239QNc3xlwPfB+n2yEIbDLGTO7lOA9OywI4rQIrgW8DnwF+3+3wE3FaM/KB63HGV2TEXWss8Fvg36213+ujrt8B2TjdJunAp4DNxph7YmtfXI3T9XEAJ/w8CWQCNw30PYuMdgoZInI4CoHbcGZgNAKPGWP+vftBxphFwI+BO6y1DyR47WestWdaa0+OnTsRJzh0Nw7nRRygAsBaez/OdNNr4lorngEmWmunAwuAd4G5xF78Y2Ms/gQ8ANwQm7oajc1G6ZjK+hxOK8cHcLqL3oi79o04g07/aK3diDO2BaAKZ4xGJMHvW2TUUsgQkYQYY74A3GCtDVlrXwNOB8qA/zTGTIg7birwN+Baa+3vE71+bCBphz/HPi8Z4LT49Sb2AAaYFbveHmttY+zrbRyaAbM89vka4BPW2s9Ya1fgdHuY2GN3WWvPsdaeA6yN3VeGM4D1i8CnrLVtQBQYZ4y5BlgcO+50nAGvD+G0gAB8BLgo9vWK2LTbDloJVEYthQwRSdRngO0dN6y1lcB9OFPh5wMYY/JwAsKt3QZz3miMyeloHYj7WNDHc7XFPld2f8BaWwE0xW7mxT3UMSW/oY9rbo59rotd50/dppaOjft6bdzXHd0rm6y1ddba71lrN8SuUYfTmlLMoUGmO3DW4/gWzvTeduAHwBOxx9+21nYEnoN0nWIrMqooZIhIr4wxHmPMlLi7coAp3Q5rwxmguSd2+yfAd6y1nS/SxpgVwNXW2vqO1oG4j62xqbTdZ20cG/t8T+wa/tiKnB06ZmQsij1ugGmxOjbH7uu+7sfcWK339/Etd7SabO+2JkZH90tNbydZa5+x1q7h0EyaA7EpvGuA9wH51tq3ejk131pbYK3d0kc9IiOeQoaIwKF36+lx9/0PsN8Y0zGA8WfAWcaY86FzQamVwP9Ya/fFwsR1wI+NMRtiHxtxVuPs0SIR5zLgXWPM92LXHYPTJfFLa20odsyDQEnciqTfxmmx+HDs9qU4A1I/Z62NGmM+BpQaY+6IXTMD+ALwXWvtm33UcW7sc/cxJB3Banc/30MXxphCY8xl1tp9HV023R3mzB6REUkrfoqksNjS3V8mtqAW8FNjzL2x5vwSnK6FjoDwZZwZFD80xjThjCX4GU7rBTiBI53ex1H0FzKeBn4N3B6bTloJBK2198Ydsw+nJSEMYK1da4y5EPhfY8zrOFNpb7TW3hc7/iGctSv+yxhzF86MlZ9aa//Wx88hCyewVAM/irt/Ks5aIBDXVdSHjpkwV+D8PM8b4HiRUc846/GIiKSmWFfLn3G6Nt6H093SMZD1Lpw1L6LAeGttTR/XeB+HNlKrAU6x1m7tdsxXgf8A/tJtMS6RUUstGSKSsmJdM7/DGaC5wlq73Tgbvp0M/BFnHArAk30FjJjHcZZBD+C0qPS2R0rHLBJt8y4pQyFDRFJSrLvlVODr1tqOpdGJTU19wBjzZ+AGnEGm/S1xjrW22Rjzbzh7l4T6OMwAGzk0y0Rk1FN3iYiIiCSFZpeIiIhIUihkiIiISFIoZIiIiEhSKGSIiIhIUihkiIiISFIoZIiIiEhSKGSIiIhIUihkiIiISFIoZIiIiEhSKGSIiIhIUihkiIiISFIoZIiIiEhSKGSIiIhIUihkiIiISFIoZIiIiEhSKGSIiIhIUihkiIiISFIoZIiIiEhSKGSIiIhIUihkiIiISFIoZIiIiEhSKGSIiIhIUihkiIiISFIoZIiIiEhSKGSIiIhIUihkiIiISFL8f6uxynPpZCZuAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 648x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "man1000 = pd.cut(exam_man['男1000米跑'],3).value_counts()\n",
    "labels = ['3.65-5.47分钟','1.82-3.65分钟','1.82以下']\n",
    "plt.figure(figsize=(9,9))\n",
    "_ = plt.pie(man1000,\n",
    "        labels = labels,\n",
    "        autopct='%0.2f%%')\n",
    "plt.title(label='    男1000米跑分布情况    ',\n",
    "         fontsize = 30,\n",
    "         backgroundcolor = '#c5b783',\n",
    "         color = 'white',\n",
    "         weight = 'bold',\n",
    "         pad = 30)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "03c9e17c",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 2、对女800米跑、女跳远进行直方图绘制统计各分数段人数，分成4份"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "id": "9b013bcf",
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>班级</th>\n",
       "      <th>性别</th>\n",
       "      <th>女800米跑</th>\n",
       "      <th>女800米跑分数</th>\n",
       "      <th>女50米跑</th>\n",
       "      <th>女50米跑分数</th>\n",
       "      <th>女跳远</th>\n",
       "      <th>女跳远分数</th>\n",
       "      <th>女体前屈</th>\n",
       "      <th>女体前屈分数</th>\n",
       "      <th>女仰卧</th>\n",
       "      <th>女仰卧分数</th>\n",
       "      <th>女肺活量</th>\n",
       "      <th>女肺活量分数</th>\n",
       "      <th>身高</th>\n",
       "      <th>体重</th>\n",
       "      <th>BMI</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>女</td>\n",
       "      <td>3.22</td>\n",
       "      <td>100</td>\n",
       "      <td>9.32</td>\n",
       "      <td>72</td>\n",
       "      <td>185</td>\n",
       "      <td>85</td>\n",
       "      <td>16</td>\n",
       "      <td>76</td>\n",
       "      <td>48</td>\n",
       "      <td>85</td>\n",
       "      <td>3775</td>\n",
       "      <td>100</td>\n",
       "      <td>163.0</td>\n",
       "      <td>51.299999</td>\n",
       "      <td>19.309999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>女</td>\n",
       "      <td>4.59</td>\n",
       "      <td>40</td>\n",
       "      <td>11.44</td>\n",
       "      <td>10</td>\n",
       "      <td>148</td>\n",
       "      <td>60</td>\n",
       "      <td>9</td>\n",
       "      <td>66</td>\n",
       "      <td>29</td>\n",
       "      <td>66</td>\n",
       "      <td>3683</td>\n",
       "      <td>100</td>\n",
       "      <td>163.0</td>\n",
       "      <td>66.599998</td>\n",
       "      <td>25.070000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>女</td>\n",
       "      <td>3.46</td>\n",
       "      <td>80</td>\n",
       "      <td>13.40</td>\n",
       "      <td>0</td>\n",
       "      <td>150</td>\n",
       "      <td>60</td>\n",
       "      <td>7</td>\n",
       "      <td>64</td>\n",
       "      <td>40</td>\n",
       "      <td>76</td>\n",
       "      <td>3331</td>\n",
       "      <td>100</td>\n",
       "      <td>157.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>24.340000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>女</td>\n",
       "      <td>3.39</td>\n",
       "      <td>85</td>\n",
       "      <td>9.52</td>\n",
       "      <td>70</td>\n",
       "      <td>172</td>\n",
       "      <td>76</td>\n",
       "      <td>21</td>\n",
       "      <td>90</td>\n",
       "      <td>46</td>\n",
       "      <td>85</td>\n",
       "      <td>3701</td>\n",
       "      <td>100</td>\n",
       "      <td>160.0</td>\n",
       "      <td>50.700001</td>\n",
       "      <td>19.799999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>女</td>\n",
       "      <td>3.43</td>\n",
       "      <td>80</td>\n",
       "      <td>9.79</td>\n",
       "      <td>68</td>\n",
       "      <td>145</td>\n",
       "      <td>50</td>\n",
       "      <td>8</td>\n",
       "      <td>64</td>\n",
       "      <td>34</td>\n",
       "      <td>70</td>\n",
       "      <td>3592</td>\n",
       "      <td>100</td>\n",
       "      <td>167.0</td>\n",
       "      <td>63.900002</td>\n",
       "      <td>22.910000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>588</th>\n",
       "      <td>17</td>\n",
       "      <td>女</td>\n",
       "      <td>3.51</td>\n",
       "      <td>78</td>\n",
       "      <td>9.60</td>\n",
       "      <td>68</td>\n",
       "      <td>150</td>\n",
       "      <td>60</td>\n",
       "      <td>24</td>\n",
       "      <td>95</td>\n",
       "      <td>41</td>\n",
       "      <td>78</td>\n",
       "      <td>2255</td>\n",
       "      <td>70</td>\n",
       "      <td>158.0</td>\n",
       "      <td>49.000000</td>\n",
       "      <td>19.629999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>589</th>\n",
       "      <td>17</td>\n",
       "      <td>女</td>\n",
       "      <td>4.00</td>\n",
       "      <td>76</td>\n",
       "      <td>10.18</td>\n",
       "      <td>64</td>\n",
       "      <td>150</td>\n",
       "      <td>60</td>\n",
       "      <td>13</td>\n",
       "      <td>72</td>\n",
       "      <td>36</td>\n",
       "      <td>72</td>\n",
       "      <td>2937</td>\n",
       "      <td>85</td>\n",
       "      <td>161.0</td>\n",
       "      <td>55.700001</td>\n",
       "      <td>21.490000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>590</th>\n",
       "      <td>17</td>\n",
       "      <td>女</td>\n",
       "      <td>3.45</td>\n",
       "      <td>80</td>\n",
       "      <td>10.18</td>\n",
       "      <td>64</td>\n",
       "      <td>152</td>\n",
       "      <td>62</td>\n",
       "      <td>15</td>\n",
       "      <td>76</td>\n",
       "      <td>35</td>\n",
       "      <td>72</td>\n",
       "      <td>2592</td>\n",
       "      <td>76</td>\n",
       "      <td>165.0</td>\n",
       "      <td>48.599998</td>\n",
       "      <td>17.850000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>591</th>\n",
       "      <td>17</td>\n",
       "      <td>女</td>\n",
       "      <td>4.01</td>\n",
       "      <td>74</td>\n",
       "      <td>9.67</td>\n",
       "      <td>68</td>\n",
       "      <td>165</td>\n",
       "      <td>70</td>\n",
       "      <td>10</td>\n",
       "      <td>68</td>\n",
       "      <td>41</td>\n",
       "      <td>78</td>\n",
       "      <td>1829</td>\n",
       "      <td>60</td>\n",
       "      <td>154.0</td>\n",
       "      <td>43.599998</td>\n",
       "      <td>18.379999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>592</th>\n",
       "      <td>17</td>\n",
       "      <td>女</td>\n",
       "      <td>4.48</td>\n",
       "      <td>50</td>\n",
       "      <td>9.09</td>\n",
       "      <td>74</td>\n",
       "      <td>180</td>\n",
       "      <td>80</td>\n",
       "      <td>10</td>\n",
       "      <td>68</td>\n",
       "      <td>46</td>\n",
       "      <td>85</td>\n",
       "      <td>2962</td>\n",
       "      <td>85</td>\n",
       "      <td>162.0</td>\n",
       "      <td>55.299999</td>\n",
       "      <td>21.070000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>593 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     班级 性别  女800米跑  女800米跑分数  女50米跑  女50米跑分数  女跳远  女跳远分数  女体前屈  女体前屈分数  女仰卧  \\\n",
       "0     1  女    3.22       100   9.32       72  185     85    16      76   48   \n",
       "1     1  女    4.59        40  11.44       10  148     60     9      66   29   \n",
       "2     1  女    3.46        80  13.40        0  150     60     7      64   40   \n",
       "3     1  女    3.39        85   9.52       70  172     76    21      90   46   \n",
       "4     1  女    3.43        80   9.79       68  145     50     8      64   34   \n",
       "..   .. ..     ...       ...    ...      ...  ...    ...   ...     ...  ...   \n",
       "588  17  女    3.51        78   9.60       68  150     60    24      95   41   \n",
       "589  17  女    4.00        76  10.18       64  150     60    13      72   36   \n",
       "590  17  女    3.45        80  10.18       64  152     62    15      76   35   \n",
       "591  17  女    4.01        74   9.67       68  165     70    10      68   41   \n",
       "592  17  女    4.48        50   9.09       74  180     80    10      68   46   \n",
       "\n",
       "     女仰卧分数  女肺活量  女肺活量分数     身高         体重        BMI  \n",
       "0       85  3775     100  163.0  51.299999  19.309999  \n",
       "1       66  3683     100  163.0  66.599998  25.070000  \n",
       "2       76  3331     100  157.0  60.000000  24.340000  \n",
       "3       85  3701     100  160.0  50.700001  19.799999  \n",
       "4       70  3592     100  167.0  63.900002  22.910000  \n",
       "..     ...   ...     ...    ...        ...        ...  \n",
       "588     78  2255      70  158.0  49.000000  19.629999  \n",
       "589     72  2937      85  161.0  55.700001  21.490000  \n",
       "590     72  2592      76  165.0  48.599998  17.850000  \n",
       "591     78  1829      60  154.0  43.599998  18.379999  \n",
       "592     85  2962      85  162.0  55.299999  21.070000  \n",
       "\n",
       "[593 rows x 17 columns]"
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "exam_woman = pd.read_excel('./体测分数_女生.xls')\n",
    "exam_woman"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "id": "53d31b17",
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, '    女子800米跑分数分布情况    ')"
      ]
     },
     "execution_count": 99,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "count,bins,fig = plt.hist(exam_woman['女800米跑分数'],bins=4,color='green')\n",
    "plt.title(label='    女子800米跑分数分布情况    ',\n",
    "         fontsize = 30,\n",
    "         backgroundcolor = '#c5b783',\n",
    "         color = 'white',\n",
    "         weight = 'bold',\n",
    "         pad = 30)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "id": "6a7f17b8",
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, '    女跳远分数分布情况    ')"
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "count,bins,fig = plt.hist(exam_woman['女跳远分数'],bins=4,color='green')\n",
    "plt.title(label='    女跳远分数分布情况    ',\n",
    "         fontsize = 30,\n",
    "         backgroundcolor = '#c5b783',\n",
    "         color = 'white',\n",
    "         weight = 'bold',\n",
    "         pad = 30)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "86ebfaa7",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 3、使用嵌套饼图对比男女生体重指数进行比例统计，分为正常、低体重、超重、肥胖"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "id": "24488f5c",
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, '    男女体重指数对比情况    ')"
      ]
     },
     "execution_count": 130,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(9,9))\n",
    "plt.pie(pd.cut(exam_man['体重'],bins=4).value_counts(),\n",
    "        labels = [\"超重\",'正常','肥胖','低体重'],\n",
    "        radius=1,\n",
    "        autopct='%0.2F%%',\n",
    "        pctdistance=0.85,\n",
    "        wedgeprops={'linewidth':5,\n",
    "                   'width':0.3,\n",
    "                   'edgecolor':'white'})\n",
    "plt.pie(pd.cut(exam_woman['体重'],4).value_counts(),\n",
    "      radius=0.7,\n",
    "      autopct='%0.2F%%')\n",
    "plt.legend([\"超重\",'正常','肥胖','低体重'],title = '男体重')\n",
    "plt.title('    男女体重指数对比情况    ',\n",
    "         fontsize = 30,\n",
    "         backgroundcolor = '#c5b783',\n",
    "         color = 'white',\n",
    "         weight = 'bold',\n",
    "         pad = 30)"
   ]
  }
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